{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import jieba\n",
    "\n",
    "sns.set_style(\"darkgrid\")\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] # 用来正常显示中文标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>author</th>\n",
       "      <th>pub_time</th>\n",
       "      <th>rating</th>\n",
       "      <th>title</th>\n",
       "      <th>content</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>夏洛特大沈腾</td>\n",
       "      <td>2020-05-18 14:11:00</td>\n",
       "      <td>力荐</td>\n",
       "      <td>一部很真实的电视剧，真的很喜欢，尤其是宋爷爷江奶奶的片段！</td>\n",
       "      <td>希望这部电视剧，本来就是五星四星都行，但是一看黑子这么多，那就不好意思，就是五星了，呵呵。这...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>瑞拉</td>\n",
       "      <td>2020-05-17 19:38:56</td>\n",
       "      <td>力荐</td>\n",
       "      <td>我眼中的“安家”，仅徐文昌一人是主角</td>\n",
       "      <td>最近刷完了”安家“这部剧，一开始只觉得这是一部消遣时间的肥皂剧，或者是围绕房似锦的励志奋斗剧...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>文1991722</td>\n",
       "      <td>2020-05-16 13:40:16</td>\n",
       "      <td>力荐</td>\n",
       "      <td>中国人的安家</td>\n",
       "      <td>实话说，是微博上一小段视频触发了我打开视频网站追剧的。一开始罗晋的出场让我觉得做作，墨镜轿车...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Chen.</td>\n",
       "      <td>2020-05-14 19:26:18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>真的有这么贴心善良的中介吗？</td>\n",
       "      <td>从房店长空降U0001fa82静宜门店，说出“没有我卖不出去的房子”开始，房店长只追求利益，...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>娴情逸致</td>\n",
       "      <td>2020-05-13 16:02:06</td>\n",
       "      <td>力荐</td>\n",
       "      <td>安家</td>\n",
       "      <td>剧本非常饱满鲜活的剧，看得挺值得的。以上海房屋中介为线，带出了很多日常生活的故事。整部剧以上...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id    author             pub_time rating                          title  \\\n",
       "0   0    夏洛特大沈腾  2020-05-18 14:11:00     力荐  一部很真实的电视剧，真的很喜欢，尤其是宋爷爷江奶奶的片段！   \n",
       "1   1        瑞拉  2020-05-17 19:38:56     力荐             我眼中的“安家”，仅徐文昌一人是主角   \n",
       "2   2  文1991722  2020-05-16 13:40:16     力荐                         中国人的安家   \n",
       "3   3     Chen.  2020-05-14 19:26:18    NaN                 真的有这么贴心善良的中介吗？   \n",
       "4   4      娴情逸致  2020-05-13 16:02:06     力荐                             安家   \n",
       "\n",
       "                                             content  \n",
       "0  希望这部电视剧，本来就是五星四星都行，但是一看黑子这么多，那就不好意思，就是五星了，呵呵。这...  \n",
       "1  最近刷完了”安家“这部剧，一开始只觉得这是一部消遣时间的肥皂剧，或者是围绕房似锦的励志奋斗剧...  \n",
       "2  实话说，是微博上一小段视频触发了我打开视频网站追剧的。一开始罗晋的出场让我觉得做作，墨镜轿车...  \n",
       "3  从房店长空降U0001fa82静宜门店，说出“没有我卖不出去的房子”开始，房店长只追求利益，...  \n",
       "4  剧本非常饱满鲜活的剧，看得挺值得的。以上海房屋中介为线，带出了很多日常生活的故事。整部剧以上...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('reviews.csv', encoding='UTF-8')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （1）统计不同Rating 的数量，并进行可视化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ec4079a710>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 看下评论好坏的情况\n",
    "\n",
    "plt.figure(figsize=(15, 10))\n",
    "sns.countplot(x='rating',data=df,order=df['rating'].value_counts().index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （2）统计评论数量的时间变化趋势，并进行可视化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '评论数量')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分析评论日期\n",
    "import re\n",
    "from matplotlib import dates\n",
    "plt.figure(figsize=(30,15))\n",
    "# 删除缺失数值\n",
    "df.dropna(inplace=True)\n",
    "# 将缺失的评论情况设置为放弃\n",
    "df[df['rating']=='']['rating'] = '放弃'\n",
    "# # 将字符串格式的时间转换为datatime类型\n",
    "df['pub_time'] = pd.to_datetime(df['pub_time'])\n",
    "\n",
    "\n",
    "# 2. 添加一个新的pub_date\n",
    "df['pub_date'] = df['pub_time'].dt.date\n",
    "df = df[pd.to_datetime(df['pub_date']).dt.year>2019]\n",
    "# # 3. 根据日期分组绘图\n",
    "date_df = df.groupby(['pub_date']).count()\n",
    "ax = sns.lineplot(x=date_df.index,y=date_df.author,marker='o')\n",
    "# 设置显示所有时间\n",
    "ax.set(xticks=date_df.index)\n",
    "# 设置x轴旋转\n",
    "_ = ax.set_xticklabels(date_df.index,rotation=45)\n",
    "# 设置x轴格式\n",
    "ax.xaxis.set_major_formatter(dates.DateFormatter(\"%m-%d\"))\n",
    "ax.set_xlabel(\"发布日期\")\n",
    "ax.set_ylabel(\"评论数量\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （3）分析用户评论的活跃时间段"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分析评论时间\n",
    "import datetime\n",
    "plt.figure(figsize=(30,15))\n",
    "time_range = [0,2,4,6,8,10,12,14,16,18,20,22,24]\n",
    "time_df = df['pub_time'].dt.hour\n",
    "time_range_counts = pd.cut(time_df,bins=time_range,include_lowest=True,right=False).value_counts()\n",
    "ax = time_range_counts.plot(kind=\"bar\")\n",
    "_ = ax.set_xticklabels(labels=time_range_counts.index,rotation=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\ADMINI~1\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 0.679 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    }
   ],
   "source": [
    "# 电视剧人物的评分\n",
    "# 力荐：+5，推荐：+4，还行：3，较差：2，很差：1\n",
    "roles = {'房似锦':0,'徐文昌':0,'张乘乘':0,'王子健':0,'楼山关':0,'朱闪闪':0,'谢亭丰':0,'鱼化龙':0,'宫蓓蓓':0,'阚文涛':0}\n",
    "role_names = list(roles.keys())\n",
    "for name in role_names:\n",
    "    jieba.add_word(name)\n",
    "for row in df.index:\n",
    "    rating = df.loc[row,'rating']\n",
    "    if rating:\n",
    "        content = df.loc[row,\"content\"]\n",
    "        words = list(jieba.cut(content, cut_all=False))\n",
    "        names = set(role_names).intersection(set(words))\n",
    "        for name in names:\n",
    "            if rating == '力荐':\n",
    "                roles[name] += 5\n",
    "            elif rating == '推荐':\n",
    "                roles[name] += 4\n",
    "            elif rating == '还行':\n",
    "                roles[name] =3\n",
    "            elif rating == '较差':\n",
    "                roles[name] += 2\n",
    "            elif rating == '很差':\n",
    "                roles[name] += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1ec408f7908>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x720 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "role_df = pd.DataFrame(list(roles.values()),index=list(roles.keys()),columns=['得分'])\n",
    "role_df.sort_values('得分',inplace=True,ascending=False)\n",
    "role_df.plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import collections\n",
    "import wordcloud\n",
    "def generate_wc(string_data, my_remove_word):\n",
    "    # 文本预处理\n",
    "    pattern = re.compile(u'\\t|\\n|\\.|-|:|;|\\)|\\(|\\?|\"') # 定义正则表达式匹配模式\n",
    "    string_data = re.sub(pattern, '', string_data) # 将符合模式的字符去除\n",
    "\n",
    "    # 文本分词\n",
    "    seg_list_exact = jieba.cut(string_data, cut_all = False) # 精确模式分词\n",
    "    object_list = []\n",
    "    remove_words = []\n",
    "    with open(\"停用词库.txt\",'r',encoding='utf-8') as fp:\n",
    "        for word in fp:\n",
    "            remove_words.append(word.replace(\"\\n\",\"\"))\n",
    "    remove_words += my_remove_word\n",
    "    \n",
    "    for word in seg_list_exact: # 循环读出每个分词\n",
    "        if word not in remove_words: # 如果不在去除词库中\n",
    "            object_list.append(word) # 分词追加到列表\n",
    "\n",
    "    # 词频统计\n",
    "    word_counts = collections.Counter(object_list) # 对分词做词频统计\n",
    "    word_counts_top20 = word_counts.most_common(20) # 获取前10最高频的词\n",
    "\n",
    "    # 词频展示\n",
    "    wc = wordcloud.WordCloud(\n",
    "        font_path='C:/Windows/Fonts/simhei.ttf', # 设置字体格式\n",
    "        background_color=\"#000000\", # 设置背景图\n",
    "        max_words=150, # 最多显示词数\n",
    "        max_font_size=60, # 字体最大值\n",
    "        width=707,\n",
    "        height=490\n",
    "    )\n",
    "\n",
    "    wc.generate_from_frequencies(word_counts) # 从字典生成词云\n",
    "    plt.imshow(wc) # 显示词云\n",
    "    plt.axis('off') # 关闭坐标轴\n",
    "    plt.show() # 显示图像"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 与“徐文昌”有关的有意义词语"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "content_str = \"\"\n",
    "for row in df.index:\n",
    "    content = df.loc[row,'content']\n",
    "    if content.find(\"徐文昌\") != -1:\n",
    "        content_str += content\n",
    "\n",
    "generate_wc(content_str,[\"徐文昌\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 与“房似锦”有关的有意义词语"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "content_str = \"\"\n",
    "for row in df.index:\n",
    "    content = df.loc[row,'content']\n",
    "    if content.find(\"房似锦\") != -1:\n",
    "        content_str += content\n",
    "\n",
    "generate_wc(content_str, [\"房似锦\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 与“徐文昌”和“房似锦”有关的有意义词语"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "content_str = \"\"\n",
    "for row in df.index:\n",
    "    content = df.loc[row,'content']\n",
    "    if content.find(\"徐文昌\") != -1 or content.find(\"房似锦\") != -1:\n",
    "        content_str += content\n",
    "\n",
    "generate_wc(content_str, [\"徐文昌\",\"房似锦\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 将rewiews.josn转换为csv 文件格式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>author</th>\n",
       "      <th>pub_time</th>\n",
       "      <th>rating</th>\n",
       "      <th>title</th>\n",
       "      <th>content</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>夏洛特大沈腾</td>\n",
       "      <td>2020-05-18 14:11:00</td>\n",
       "      <td>力荐</td>\n",
       "      <td>一部很真实的电视剧，真的很喜欢，尤其是宋爷爷江奶奶的片段！</td>\n",
       "      <td>希望这部电视剧，本来就是五星四星都行，但是一看黑子这么多，那就不好意思，就是五星了，呵呵。这...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>瑞拉</td>\n",
       "      <td>2020-05-17 19:38:56</td>\n",
       "      <td>力荐</td>\n",
       "      <td>我眼中的“安家”，仅徐文昌一人是主角</td>\n",
       "      <td>最近刷完了”安家“这部剧，一开始只觉得这是一部消遣时间的肥皂剧，或者是围绕房似锦的励志奋斗剧...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>文1991722</td>\n",
       "      <td>2020-05-16 13:40:16</td>\n",
       "      <td>力荐</td>\n",
       "      <td>中国人的安家</td>\n",
       "      <td>实话说，是微博上一小段视频触发了我打开视频网站追剧的。一开始罗晋的出场让我觉得做作，墨镜轿车...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Chen.</td>\n",
       "      <td>2020-05-14 19:26:18</td>\n",
       "      <td></td>\n",
       "      <td>真的有这么贴心善良的中介吗？</td>\n",
       "      <td>从房店长空降U0001fa82静宜门店，说出“没有我卖不出去的房子”开始，房店长只追求利益，...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>娴情逸致</td>\n",
       "      <td>2020-05-13 16:02:06</td>\n",
       "      <td>力荐</td>\n",
       "      <td>安家</td>\n",
       "      <td>剧本非常饱满鲜活的剧，看得挺值得的。以上海房屋中介为线，带出了很多日常生活的故事。整部剧以上...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     author            pub_time rating                          title  \\\n",
       "0    夏洛特大沈腾 2020-05-18 14:11:00     力荐  一部很真实的电视剧，真的很喜欢，尤其是宋爷爷江奶奶的片段！   \n",
       "1        瑞拉 2020-05-17 19:38:56     力荐             我眼中的“安家”，仅徐文昌一人是主角   \n",
       "2  文1991722 2020-05-16 13:40:16     力荐                         中国人的安家   \n",
       "3     Chen. 2020-05-14 19:26:18                        真的有这么贴心善良的中介吗？   \n",
       "4      娴情逸致 2020-05-13 16:02:06     力荐                             安家   \n",
       "\n",
       "                                             content  \n",
       "0  希望这部电视剧，本来就是五星四星都行，但是一看黑子这么多，那就不好意思，就是五星了，呵呵。这...  \n",
       "1  最近刷完了”安家“这部剧，一开始只觉得这是一部消遣时间的肥皂剧，或者是围绕房似锦的励志奋斗剧...  \n",
       "2  实话说，是微博上一小段视频触发了我打开视频网站追剧的。一开始罗晋的出场让我觉得做作，墨镜轿车...  \n",
       "3  从房店长空降U0001fa82静宜门店，说出“没有我卖不出去的房子”开始，房店长只追求利益，...  \n",
       "4  剧本非常饱满鲜活的剧，看得挺值得的。以上海房屋中介为线，带出了很多日常生活的故事。整部剧以上...  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "js_df=pd.read_json('reviews_anjia.json')\n",
    "js_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "js_df.to_csv('reviews_anjia.csv')"
   ]
  }
 ],
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